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Implements Individual Conditional Expectation (ICE) plots, a tool for visualizing the model estimated by any supervised learning algorithm. ICE plots refine Friedman's partial dependence plot by graphing the functional relationship between the predicted response and a covariate of interest for individual observations. Specifically, ICE plots highlight the variation in the fitted values across the range of a covariate of interest, suggesting where and to what extent they may exist.
Version: | 1.1.5 |
Depends: | sfsmisc |
Suggests: | randomForest, MASS |
Published: | 2022-08-22 |
DOI: | 10.32614/CRAN.package.ICEbox |
Author: | Alex Goldstein, Adam Kapelner, Justin Bleich |
Maintainer: | Adam Kapelner <kapelner at qc.cuny.edu> |
License: | GPL-2 | GPL-3 |
NeedsCompilation: | no |
Citation: | ICEbox citation info |
Materials: | ChangeLog |
In views: | MachineLearning |
CRAN checks: | ICEbox results |
Reference manual: | ICEbox.pdf |
Package source: | ICEbox_1.1.5.tar.gz |
Windows binaries: | r-devel: ICEbox_1.1.5.zip, r-release: ICEbox_1.1.5.zip, r-oldrel: ICEbox_1.1.5.zip |
macOS binaries: | r-release (arm64): ICEbox_1.1.5.tgz, r-oldrel (arm64): ICEbox_1.1.5.tgz, r-release (x86_64): ICEbox_1.1.5.tgz, r-oldrel (x86_64): ICEbox_1.1.5.tgz |
Old sources: | ICEbox archive |
Reverse suggests: | pdp |
Please use the canonical form https://CRAN.R-project.org/package=ICEbox to link to this page.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.